{"id":8981,"date":"2026-06-10T01:19:52","date_gmt":"2026-06-09T17:19:52","guid":{"rendered":"https:\/\/infernews.com\/blog\/not-just-another-agent-framework-but-a-bayesian-evolution-layer-that-can-work-ac\/"},"modified":"2026-06-10T01:19:52","modified_gmt":"2026-06-09T17:19:52","slug":"not-just-another-agent-framework-but-a-bayesian-evolution-layer-that-can-work-ac","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/not-just-another-agent-framework-but-a-bayesian-evolution-layer-that-can-work-ac\/","title":{"rendered":"Bayesian-Agent\uff1a\u8b93\u4ee3\u7406\u6d41\u7a0b\u6108\u8dd1\u6108\u6e96"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-26be8fa96997.jpg\" alt=\"Bayesian-Agent banner\"><\/figure>\n<p>Bayesian-Agent \u662f\u4e00\u500b Bayesian self-evolving agent framework\uff0c\u66f4\u6e96\u78ba\u5730\u8aaa\uff0c\u5b83\u50cf\u662f\u758a\u5728\u4ee3\u7406\u7cfb\u7d71\u4e4b\u4e0a\u7684\u6f14\u5316\u5c64\uff1a\u628a\u5df2\u9a57\u8b49\u7684 agent trajectories \u6574\u7406\u6210\u53ef\u91cd\u7528\u3001\u5e36\u8b49\u64da\u6b0a\u91cd\u7684 Skills \u8207 SOPs\u3002\u5b83\u4e0d\u6539\u52d5\u5e95\u5c64\u6a21\u578b\u53c3\u6578\uff0c\u800c\u662f\u8abf\u6574\u63a8\u7406\u968e\u6bb5\u53ef\u898b\u7684\u8b49\u64da\u3001\u5931\u6557\u6a21\u5f0f\u8207\u6d41\u7a0b\u9078\u64c7\uff0c\u76ee\u6a19\u662f\u4ee4\u4ee3\u7406\u5728\u6709\u9650\u6a23\u672c\u4e0b\u4e5f\u80fd\u6301\u7e8c\u4fee\u6b63\u6c7a\u7b56\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u6700\u5be6\u7528\u7684\u5730\u65b9\uff0c\u5728\u65bc\u5b83\u4e0d\u8981\u6c42\u4f60\u7531\u96f6\u91cd\u5efa\u6574\u5957\u7cfb\u7d71\u3002\u6587\u4ef6\u986f\u793a\u5b83\u652f\u63f4\u4e09\u7a2e\u8def\u7dda\uff1a\u5f9e\u96f6\u958b\u59cb\u8dd1\u5b8c\u6574\u4efb\u52d9\u3001\u63a5\u5230\u65e2\u6709\u4ee3\u7406\u5f8c\u53ea\u4fee\u88dc\u5931\u6557\u8ecc\u8de1\u3001\u4ee5\u53ca\u5728\u4e0d\u540c execution harness \u4e4b\u9593\u8f49\u63a5\u3002\u5c0d\u624b\u4e0a\u5df2\u6709 agent workflow \u7684\u5718\u968a\u4f86\u8aaa\uff0c\u9019\u6bd4\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\u66f4\u8cbc\u8fd1\u65e5\u5e38\u7dad\u8b77\u9700\u8981\u3002<\/p>\n<p>v0.5 \u52a0\u5165 first-party native harness\uff0c\u5167\u542b\u81ea\u5df1\u7684 LLM loop\u3001workspace tools\u3001\u4e09\u5c64\u8a18\u61b6\u8207 trajectory capture\uff1b\u540c\u6642\u4fdd\u7559 GenericAgent\u3001mini-swe-agent\u3001Claude Code \u7b49 compatibility backends\u3002\u9019\u8868\u793a\u9805\u76ee\u7684\u91cd\u9ede\u4e0d\u662f\u7d81\u6b7b\u67d0\u4e00\u5957\u6846\u67b6\uff0c\u800c\u662f\u7528\u53ef\u651c\u7684 trajectory schema \u548c adapter boundary\uff0c\u4ee4 Skills \u6f14\u5316\u7d50\u679c\u80fd\u8de8\u74b0\u5883\u6cbf\u7528\u3002<\/p>\n<ul>\n<li>\u6838\u5fc3\u5b9a\u4f4d\u662f Bayesian Skill Evolution\uff0c\u4e0d\u662f\u55ae\u7d14\u804a\u5929\u6a21\u578b<\/li>\n<li>\u53ef\u628a verified success\uff0ffailure evidence \u8f49\u6210\u53ef\u91cd\u7528 Skills \u8207 SOPs<\/li>\n<li>\u652f\u63f4 full-run evolution\u3001incremental repair\u3001cross-harness adaptation<\/li>\n<li>\u5167\u5efa Bayesian Evidence Model\uff0c\u4ea6\u4fdd\u7559 Beta-Bernoulli backend \u4f5c ablations<\/li>\n<li>\u9069\u5408\u5df2\u6709\u4ee3\u7406\u6d41\u7a0b\u3001\u60f3\u6e1b\u5c11\u91cd\u8a66\u6210\u672c\u8207\u4fee\u5fa9\u5931\u6557\u4efb\u52d9\u7684\u5718\u968a<\/li>\n<\/ul>\n<p>\u8868\u73fe\u65b9\u9762\uff0c\u516c\u958b\u8cc7\u8a0a\u63d0\u5230 SOP-Bench\u3001Lifelong AgentBench\u3001RealFin-Bench \u7684\u5be6\u9a57\u7d50\u679c\uff0c\u4e26\u5217\u51fa deepseek-v4-flash \u8207 deepseek-v4-pro \u7684 native-harness \u6e2c\u8a66\uff0c\u4f46\u9019\u88e1\u672a\u898b\u5b8c\u6574\u6578\u5b57\uff0c\u8f03\u7a69\u59a5\u7684\u5224\u65b7\u662f\uff1a\u9805\u76ee\u5df2\u671d\u53ef\u6bd4\u8f03\u3001\u53ef\u9a57\u8b49\u7684\u65b9\u5411\u6574\u7406\u5be6\u9a57\uff0c\u800c\u4e0d\u662f\u53ea\u505c\u7559\u5728\u6982\u5ff5\u3002\u82e5\u4f60\u6b63\u7ba1\u7406\u6703\u53cd\u8986\u57f7\u884c\u4efb\u52d9\u7684 agent \u9805\u76ee\uff0c\u5c24\u5176\u9700\u8981\u5224\u65b7\u4f55\u6642\u505c\u6b62\u3001\u91cd\u8a66\u6216\u91cd\u5beb\u6d41\u7a0b\uff0cBayesian-Agent \u7684\u50f9\u503c\u6703\u6bd4\u4e00\u6b21\u6027 Demo \u66f4\u660e\u986f\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/DataArcTech\/Bayesian-Agent\" rel=\"noopener noreferrer\">https:\/\/github.com\/DataArcTech\/Bayesian-Agent<\/a><\/p>\n<p><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/dataarctech.github.io\/Bayesian-Agent\/\" rel=\"noopener noreferrer\">https:\/\/dataarctech.github.io\/Bayesian-Agent\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u4e0d\u662f\u53e6\u4e00\u500b\u5927\u578b\u4ee3\u7406\u6846\u67b6\uff0c\u800c\u662f\u628a\u6210\u529f\u8207\u5931\u6557\u8ecc\u8de1\u8f49\u6210\u53ef\u91cd\u7528 Skills \u8207 SOPs \u7684\u6f14\u5316\u5c64\u3002\u5b83\u4e5f\u652f\u63f4\u8de8\u57f7\u884c\u74b0\u5883\u63a5\u5165\uff0c\u65b9\u4fbf\u9010\u6b65\u6539\u826f\u65e2\u6709\u9805\u76ee\u3002<\/p>\n","protected":false},"author":8,"featured_media":8980,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,165,116,197],"tags":[],"class_list":["post-8981","post","type-post","status-publish","format-standard","hentry","category-133","category-165","category-agentic","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8981","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8981"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8981\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8980"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8981"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8981"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8981"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}